Based on the difference between N- and N+ patients, logistic regression was conducted to identify risk factors for LNM, indicating that age, tumor size, grade, HR status, and HER2 status were significant indicators of lymph node involvement (Table 2). This evidence concerns the gene ERBB2 and neoplasm.